Joao Barbosa
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jbarbosa.org
Joao Barbosa
@jbarbosa.org
INSERM group leader @ Neuromodulation Institute and NeuroSpin (Paris) in computational neuroscience.

How and why are computations enabling cognition distributed across the brain?

Expect neuroscience and ML content.

jbarbosa.org
Pinned
A good time to repost this banger from 'The Responsibility of Intellectuals' by Noam Chomsky in '67

Vance is absolutely correct: universities are - and must be - the enemy.

This is why the Right is attacking scholarship globally. They want to end the privilege Chomsky's talking about in 67
Reposted by Joao Barbosa
Exciting news!

@alegrecortes.bsky.social received the MSCA postdoc fellowship from @ec.europa.eu and @ireneserrahu.bsky.social has received the EMBO and FRM fellowships (@embo.org, @frm-officiel.bsky.social) to support their ambitious projects!

Multiple open positions to join this super team!
February 10, 2026 at 7:01 AM
Reposted by Joao Barbosa
the cutoff scores for #MSCA postdoc fellowships are very high this year. has the score distribution shifted compared to previous years? I made a plot with scores from past years.

if scores are at ceiling level, the process becomes essentially a lottery, because minor issues can lead to deductions.
February 10, 2026 at 9:54 AM
Reposted by Joao Barbosa
Excited to share our new findings: distinct neural dynamics in prefrontal and premotor cortex during flexible decision making, preprinted on biorxiv.

www.biorxiv.org/content/10.6...
www.biorxiv.org
February 5, 2026 at 7:50 PM
Reposted by Joao Barbosa
I'm excited to share good news!
I've been awarded an #MSCA fellowship to explore the mechanisms of interaction of multiple neuromodulators upon neural circuits in the group of @nikolaskaralis.bsky.social
marie-sklodowska-curie-actions.ec.europa.eu/news/msca-aw...
MSCA awards €404.3 million to postdoctoral researchers
1610 outstanding postdoctoral researchers were selected for funding among 17,066 applicants.
marie-sklodowska-curie-actions.ec.europa.eu
February 10, 2026 at 8:07 AM
Reposted by Joao Barbosa
Our paper is out in @natneuro.nature.com!

www.nature.com/articles/s41...

We develop a geometric theory of how neural populations support generalization across many tasks.

@zuckermanbrain.bsky.social
@flatironinstitute.org
@kempnerinstitute.bsky.social

1/14
February 10, 2026 at 3:56 PM
Reposted by Joao Barbosa
One is run by a fascist the other is not. Fuck the engagement and understand that there are bigger issues in the world right now than what you might be interested in Konrad. Sorry to be so blunt.
February 9, 2026 at 1:30 PM
Reposted by Joao Barbosa
Yes, you should not train on the stimuli in mindset. A infant can recognise a line drawing the first time they see one. Training on line drawings to succeed on line drawings is not a way to evaluate a model. Falsification has an important role in science. But not so much in NeuroAI.
February 9, 2026 at 10:11 PM
Reposted by Joao Barbosa
🤖📊 NEW in the Deeper Learning blog: @annhuang42.bsky.social & @kanakarajanphd.bsky.social break down their recent work examining how #RNNs solve the same task in different ways, and why that matters. Joint work with @satpreetsingh.bsky.social & @flavioh.bsky.social bit.ly/4kj4fVd #NeuroAI
Measuring and Controlling Solution Degeneracy Across Task-Trained Recurrent Neural Networks - Kempner Institute
Despite reaching equal performance success when trained on the same task, artificial neural networks can develop dramatically different internal solutions, much like different students solving the sam...
bit.ly
February 3, 2026 at 3:01 PM
Reposted by Joao Barbosa
neuroAI comparisons of ANNs to brains do have a range of problems. Even more than I had realized. And I was worried before: www.biorxiv.org/content/10.1...
www.biorxiv.org
February 9, 2026 at 2:13 PM
"But when learning a new skill, or even just maintaining an old one, requires you to opt out of convenience, to refuse assistance, to insist on doing things the slow way, that choice starts to feel like stubbornness or eccentricity or affectation"

timrequarth.substack.com/p/silicon-va...
Silicon Valley’s Mythology of Human Amplification
Or, the difference between traveling and being traveled
timrequarth.substack.com
February 7, 2026 at 9:15 PM
Reposted by Joao Barbosa
Here’s a trainee sticking their neck out to ask a fair and important question. Admiration! (And obviously, follow @juliecharlton.bsky.social).
February 7, 2026 at 2:25 PM
Reposted by Joao Barbosa
New Journal Club: Neural manifolds are maturing from visualization trick to biological claim. But if population activity lives on low-dimensional manifolds, what constrains the geometry?
Manifolds, Dendrites, and the Geometry of Neural Computation
The population doctrine—the view that populations, not individual neurons, constitute the fundamental unit of computation—has been gaining ground for years.
open.substack.com
February 6, 2026 at 2:23 AM
Reposted by Joao Barbosa
A blind person recovered low vision within a few days of being implanted with a Utah array and receiving electrical stimulation in the visual cortex.

An unexpected and exciting discovery by @umh.es researchers 👀🧠

doi.org/10.1093/brai...
The unexpected sight: improvement of visual function following intracortical microstimulation of the human occipital cortex
Alfaro et al. report the case of a blind individual who participated in a clinical trial involving intracortical microstimulation of the visual cortex. Fol
doi.org
February 4, 2026 at 2:57 PM
Reposted by Joao Barbosa
New @pnas.org paper out 🎉

“Representational drift reflects ongoing balancing of stochastic changes by Hebbian learning”

👉 doi.org/10.1073/pnas...

What drives representational drift in neural populations? Here’s the short version. 👇

🧪🧠

1/5
PNAS
Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...
doi.org
February 3, 2026 at 5:37 PM
Reposted by Joao Barbosa
Deadline in 3 days (Thursday 5th) to apply for a PhD with me and @ktsetsos.bsky.social at Trinity College Dublin in Cognitive Computational Neuroscience / neuro-AI. Please share!
🎓Fully-funded PhD studentship in Computational Cognitive Neuroscience!!!

Join @seanfw.bsky.social and myself at @tcddublin.bsky.social for a PhD at the intersection of cutting-edge cognitive neuroscience (OPM-MEG) and neuro-AI.
🗓 Deadline: 5 Feb 2026

#neurojobs #neuroscience #compneuro
LinkedIn
This link will take you to a page that’s not on LinkedIn
lnkd.in
February 2, 2026 at 9:26 AM
Reposted by Joao Barbosa
A new review of Elusive Cures is out in @currentbiology.bsky.social. Thoughtful and thought-provoking. Appreciated!

I'd love to see it inspire other researchers to spell out their ideas about the "Grand Plan". Progress in our next steps depends on such discussions.

www.cell.com/current-biol...
February 3, 2026 at 6:48 AM
Reposted by Joao Barbosa
Join us 7-15 Feb for #Python for Computational Science Week!

🐍 Students preparing to apply to our July courses
🐍 Those wanting to brush up Python skills
🐍 Aspiring TAs

Free and open to all!

➡️ Take the pledge:
airtable.com/appIQSZMZ0Jx...

#ComputationalScience #SelfStudy #PythonWeek
February 2, 2026 at 8:30 AM
Reposted by Joao Barbosa
DO IT!!!
January 31, 2026 at 7:07 PM
Reposted by Joao Barbosa
Or, to publicly fund stuff of public interest, rather than start-up ideas.
January 30, 2026 at 10:15 AM
Reposted by Joao Barbosa
Junior scientists 👉 applications are open for our workshop on the mechanistic basis of #cognition. 🧠

🤝 Joint sessions with our #TheoreticalNeuroscience workshop
✈️ Hotel, meals + reasonable travel expenses covered

Apply by May 7 ➡️ janelia.news/CNW26

@michaelreiser.bsky.social @jvoigts.bsky.social
January 28, 2026 at 3:32 PM
Reposted by Joao Barbosa
Redundant prefrontal hemispheres adapt storage strategy to working memory demands
doi.org//10.1101%2F2...
#neuroscience
Redundant prefrontal hemispheres adapt storage strategy to working memory demands
The prefrontal hemispheres must coordinate dynamically to maintain a unified representation of visual space. Recently, two opposing theories using distinct storage strategies have been proposed: A high-capacity specialized architecture, where each hemisphere governs contralateral behavior, and a fail-safe redundant one, where both hemispheres jointly guide behavior across the visual space. To determine the neural architecture underlying interhemispheric coordination, we analyzed simultaneous bilateral prefrontal cortex recordings from three macaque monkeys performing a visuo-spatial working memory task. Both hemispheres equally predicted behavioral imprecisions across the visual field and decoding errors were weakly correlated between hemispheres, suggesting a redundant, weakly coupled organization. Attractor network simulations showed that redundancy improved precision when task demands were below memory capacity, while weak interhemispheric coupling increased capacity in more demanding tasks by allowing hemispheric specialization. This interhemispheric architecture reconciles previous findings thought to support distinct models into a unified architecture, revealing a versatile interhemispheric architecture that adapts to varying cognitive demands. ### Competing Interest Statement The authors have declared no competing interest. MICIU/AEI /10.13039/501100011033 and by FEDER, UE, PID2021-125453OB-I00 Instituto de Salud Carlos III, https://ror.org/00ca2c886, AC20/00071 CERCA Programme/Generalitat de Catalunya, 2017SGR01565 AGAUR/Generalitat de Catalunya, 2021SGR01522 MICIU/AEI (FPI program) NSF NCS BCS, 1734916/1954107 NIH R01 Simons Foundation, https://ror.org/01cmst727
doi.org
January 29, 2026 at 5:59 PM
Thank you Nicole!

Nicole's wonderful book 'Elusive Cures' has played an important role in pushing me out of my comfort zone and join forces w/ @philippedomenech.bsky.social and @bellecguill.bsky.social, here.

Exciting times ahead for neuroscience.

Go read it, if you haven't yet!
January 28, 2026 at 9:00 AM
Reposted by Joao Barbosa
New paper out at PNAS: www.pnas.org/doi/10.1073/...
Revisiting the high-dimensional geometry of population responses in the visual cortex with @jpillowtime.bsky.social. The review took forever because a reviewer was doubtful our new estimator can infer eigenvalues beyond the rank of the data! (1/6)
PNAS
Proceedings of the National Academy of Sciences (PNAS), a peer reviewed journal of the National Academy of Sciences (NAS) - an authoritative source of high-impact, original research that broadly spans...
www.pnas.org
January 27, 2026 at 4:34 PM
Reposted by Joao Barbosa
If you are interested in eigenvalues consider applying MEME: github.com/dapospisil/r...
Special thanks to @computingnature.bsky.social for practicing open science and feedback!
And if you want to work on high-d estimators (or connectomes, mechanistic model inference) come join me at UIUC! (6/6)
GitHub - dapospisil/revisit_hid_geom: code to reproduce figures from 'Revisiting the High-Dimensional Geometry of Population Responses in Visual Cortex'
code to reproduce figures from 'Revisiting the High-Dimensional Geometry of Population Responses in Visual Cortex' - dapospisil/revisit_hid_geom
github.com
January 27, 2026 at 4:34 PM